{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Solar Spectral Irradiance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solar Spectral Irradiance at the top of the atmosphere and the surface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'NREL Reference Solar Irradiance\\n (http://rredc.nrel.gov/solar/spectra/am1.5/)')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "\n",
    "# Reference Solar Spectral Irradiance: Air mass = 1.5\n",
    "#   (http://rredc.nrel.gov/solar/spectra/am1.5/)\n",
    "filename = '/Users/vonw/work/courses/2019-2020/fall/CE543/lectures/4_radiation/python/ASTMG173.txt'\n",
    "\n",
    "#wb = xlrd.open_workbook(filename)\n",
    "#sheets = wb.sheets()\n",
    "#wl   = array(sheets[0].col_values(0)[2:])\n",
    "#toa_flux = array(sheets[0].col_values(1)[2:])\n",
    "#sfc_flux = array(sheets[0].col_values(3)[2:])\n",
    "\n",
    "data     = np.loadtxt(filename, skiprows=2)\n",
    "wl       = data[:,0]\n",
    "toa_flux = data[:,1]\n",
    "sfc_flux = data[:,2]\n",
    "\n",
    "figure(figsize=(16,8))\n",
    "plot(wl,toa_flux,wl,sfc_flux)\n",
    "xlabel('Wavelength (nm)')\n",
    "ylabel('Spectral Flux Density (W m-2 nm-1)')\n",
    "title('NREL Reference Solar Irradiance\\n (http://rredc.nrel.gov/solar/spectra/am1.5/)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Difference in the Solar Spectral Irradiance at TOA and the surface"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### (Shows effect of absorption by atmospheric gases)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Difference in TOA versus surface spectral flux density')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(16,8))\n",
    "plot(wl,toa_flux-sfc_flux)\n",
    "xlabel('Wavelength (nm)')\n",
    "ylabel('Flux Density Difference (W m-2 nm-1)')\n",
    "title('Difference in TOA versus surface spectral flux density')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Fraction of TOA spectral flux density that reaches the surface of the Earth')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(16,8))\n",
    "plot(wl,sfc_flux/toa_flux)\n",
    "xlabel('Wavelength (nm)')\n",
    "ylabel('Absorbed Fraction of Flux Density')\n",
    "title('Fraction of TOA spectral flux density that reaches the surface of the Earth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Fraction of TOA spectral flux density that reaches the surface of the Earth')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(16,8))\n",
    "plot(wl,(toa_flux-sfc_flux)/toa_flux)\n",
    "xlabel('Wavelength (nm)')\n",
    "ylabel('Transmitted Fraction of Flux Density')\n",
    "title('Fraction of TOA spectral flux density that reaches the surface of the Earth')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<i>© Von P. Walden, Washington State University</i>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "widgets": {
   "state": {},
   "version": "1.1.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
